Overview

Dataset Statistics

Number of Variables 26
Number of Rows 26570
Missing Cells 20273
Missing Cells (%) 2.9%
Duplicate Rows 0
Duplicate Rows (%) 0.0%
Total Size in Memory 9.5 MB
Average Row Size in Memory 376.0 B
Variable Types
  • Numerical: 20
  • Categorical: 6

Dataset Insights

id is uniformly distributed Uniform
measurement_4 and measurement_7 have similar distributions Similar Distribution
measurement_10 and measurement_14 have similar distributions Similar Distribution
measurement_3 has 381 (1.43%) missing values Missing
measurement_4 has 538 (2.02%) missing values Missing
measurement_5 has 676 (2.54%) missing values Missing
measurement_6 has 796 (3.0%) missing values Missing
measurement_7 has 937 (3.53%) missing values Missing
measurement_8 has 1048 (3.94%) missing values Missing
measurement_9 has 1227 (4.62%) missing values Missing
measurement_10 has 1300 (4.89%) missing values Missing
measurement_11 has 1468 (5.53%) missing values Missing
measurement_12 has 1601 (6.03%) missing values Missing
measurement_13 has 1774 (6.68%) missing values Missing
measurement_14 has 1874 (7.05%) missing values Missing
measurement_15 has 2009 (7.56%) missing values Missing
measurement_16 has 2110 (7.94%) missing values Missing
measurement_17 has 2284 (8.6%) missing values Missing
product_code has constant length 1 Constant Length
attribute_0 has constant length 10 Constant Length
attribute_1 has constant length 10 Constant Length
attribute_2 has constant length 1 Constant Length
attribute_3 has constant length 1 Constant Length
failure has constant length 1 Constant Length
  • 1
  • 2
  • 3

Variables


id

numerical

Approximate Distinct Count 26570
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 415.2 KB
Mean 13284.5
Minimum 0
Maximum 26569
Zeros 1
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • id is uniformly distributed

Quantile Statistics

Minimum 0
5-th Percentile 1328.45
Q1 6642.25
Median 13284.5
Q3 19926.75
95-th Percentile 25240.55
Maximum 26569
Range 26569
IQR 13284.5

Descriptive Statistics

Mean 13284.5
Standard Deviation 7670.2427
Variance 5.8833e+07
Sum 3.5297e+08
Skewness 0
Kurtosis -1.2
Coefficient of Variation 0.5774
  • id is not normally distributed (p-value 0.0)

product_code

categorical

Approximate Distinct Count 5
Approximate Unique (%) 0.0%
Missing 0
Missing (%) 0.0%
Memory Size 1.7 MB

Length

Mean 1
Standard Deviation 0
Median 1
Minimum 1
Maximum 1

Sample

1st row A
2nd row A
3rd row A
4th row A
5th row A

Letter

Count 26570
Lowercase Letter 0
Space Separator 0
Uppercase Letter 26570
Dash Punctuation 0
Decimal Number 0
  • product_code has words of constant length

loading

numerical

Approximate Distinct Count 11950
Approximate Unique (%) 45.4%
Missing 250
Missing (%) 0.9%
Infinite 0
Infinite (%) 0.0%
Memory Size 411.2 KB
Mean 127.8262
Minimum 33.16
Maximum 385.86
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • loading is skewed right (γ1 = 0.9568)

Quantile Statistics

Minimum 33.16
5-th Percentile 75.3495
Q1 99.9875
Median 122.39
Q3 149.1525
95-th Percentile 200.1305
Maximum 385.86
Range 352.7
IQR 49.165

Descriptive Statistics

Mean 127.8262
Standard Deviation 39.03
Variance 1523.3425
Sum 3.3644e+06
Skewness 0.9568
Kurtosis 1.6069
Coefficient of Variation 0.3053
  • loading is not normally distributed (p-value 0.006850071529033218)
  • loading has 589 outliers

attribute_0

categorical

Approximate Distinct Count 2
Approximate Unique (%) 0.0%
Missing 0
Missing (%) 0.0%
Memory Size 1.9 MB
  • The largest value (material_7) is over 4.06 times larger than the second largest value (material_5)

Length

Mean 10
Standard Deviation 0
Median 10
Minimum 10
Maximum 10

Sample

1st row material_7
2nd row material_7
3rd row material_7
4th row material_7
5th row material_7

Letter

Count 212560
Lowercase Letter 212560
Space Separator 0
Uppercase Letter 0
Dash Punctuation 0
Decimal Number 26570
  • The top 2 categories (material_7, material_5) take over 50.0%
  • The largest value (material_7) is over 4.06 times larger than the second largest value (material_5)
  • attribute_0 has words of constant length

attribute_1

categorical

Approximate Distinct Count 3
Approximate Unique (%) 0.0%
Missing 0
Missing (%) 0.0%
Memory Size 1.9 MB

Length

Mean 10
Standard Deviation 0
Median 10
Minimum 10
Maximum 10

Sample

1st row material_8
2nd row material_8
3rd row material_8
4th row material_8
5th row material_8

Letter

Count 212560
Lowercase Letter 212560
Space Separator 0
Uppercase Letter 0
Dash Punctuation 0
Decimal Number 26570
  • The top 2 categories (material_8, material_5) take over 50.0%
  • attribute_1 has words of constant length

attribute_2

categorical

Approximate Distinct Count 4
Approximate Unique (%) 0.0%
Missing 0
Missing (%) 0.0%
Memory Size 1.7 MB
  • The largest value (6) is over 1.81 times larger than the second largest value (5)

Length

Mean 1
Standard Deviation 0
Median 1
Minimum 1
Maximum 1

Sample

1st row 9
2nd row 9
3rd row 9
4th row 9
5th row 9

Letter

Count 0
Lowercase Letter 0
Space Separator 0
Uppercase Letter 0
Dash Punctuation 0
Decimal Number 26570
  • The top 2 categories (6, 5) take over 50.0%
  • The largest value (6) is over 1.81 times larger than the second largest value (5)
  • attribute_2 has words of constant length

attribute_3

categorical

Approximate Distinct Count 4
Approximate Unique (%) 0.0%
Missing 0
Missing (%) 0.0%
Memory Size 1.7 MB
  • The largest value (8) is over 2.06 times larger than the second largest value (9)

Length

Mean 1
Standard Deviation 0
Median 1
Minimum 1
Maximum 1

Sample

1st row 5
2nd row 5
3rd row 5
4th row 5
5th row 5

Letter

Count 0
Lowercase Letter 0
Space Separator 0
Uppercase Letter 0
Dash Punctuation 0
Decimal Number 26570
  • The top 2 categories (8, 9) take over 50.0%
  • The largest value (8) is over 2.06 times larger than the second largest value (9)
  • attribute_3 has words of constant length

measurement_0

numerical

Approximate Distinct Count 29
Approximate Unique (%) 0.1%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 415.2 KB
Mean 7.4159
Minimum 0
Maximum 29
Zeros 538
Zeros (%) 2.0%
Negatives 0
Negatives (%) 0.0%
  • measurement_0 is skewed right (γ1 = 0.7061)

Quantile Statistics

Minimum 0
5-th Percentile 1
Q1 4
Median 7
Q3 10
95-th Percentile 15
Maximum 29
Range 29
IQR 6

Descriptive Statistics

Mean 7.4159
Standard Deviation 4.1167
Variance 16.9471
Sum 197040
Skewness 0.7061
Kurtosis 0.6304
Coefficient of Variation 0.5551
  • measurement_0 is not normally distributed (p-value 0.0001843388736636183)
  • measurement_0 has 224 outliers

measurement_1

numerical

Approximate Distinct Count 30
Approximate Unique (%) 0.1%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 415.2 KB
Mean 8.2325
Minimum 0
Maximum 29
Zeros 378
Zeros (%) 1.4%
Negatives 0
Negatives (%) 0.0%
  • measurement_1 is skewed right (γ1 = 0.4764)

Quantile Statistics

Minimum 0
5-th Percentile 2
Q1 5
Median 8
Q3 11
95-th Percentile 16
Maximum 29
Range 29
IQR 6

Descriptive Statistics

Mean 8.2325
Standard Deviation 4.1994
Variance 17.635
Sum 218738
Skewness 0.4764
Kurtosis 0.2107
Coefficient of Variation 0.5101
  • measurement_1 is not normally distributed (p-value 0.0009027505926522693)
  • measurement_1 has 165 outliers

measurement_2

numerical

Approximate Distinct Count 25
Approximate Unique (%) 0.1%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 415.2 KB
Mean 6.2566
Minimum 0
Maximum 24
Zeros 418
Zeros (%) 1.6%
Negatives 0
Negatives (%) 0.0%
  • measurement_2 is skewed right (γ1 = 0.5924)

Quantile Statistics

Minimum 0
5-th Percentile 1
Q1 4
Median 6
Q3 8
95-th Percentile 12
Maximum 24
Range 24
IQR 4

Descriptive Statistics

Mean 6.2566
Standard Deviation 3.3091
Variance 10.9502
Sum 166237
Skewness 0.5924
Kurtosis 0.4784
Coefficient of Variation 0.5289
  • measurement_2 is not normally distributed (p-value 1.3214584343454518e-05)
  • measurement_2 has 390 outliers

measurement_3

numerical

Approximate Distinct Count 4721
Approximate Unique (%) 18.0%
Missing 381
Missing (%) 1.4%
Infinite 0
Infinite (%) 0.0%
Memory Size 409.2 KB
Mean 17.7915
Minimum 13.968
Maximum 21.499
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • measurement_3 is skewed left (γ1 = -0.0016)

Quantile Statistics

Minimum 13.968
5-th Percentile 16.1504
Q1 17.117
Median 17.787
Q3 18.469
95-th Percentile 19.449
Maximum 21.499
Range 7.531
IQR 1.352

Descriptive Statistics

Mean 17.7915
Standard Deviation 1.0012
Variance 1.0024
Sum 465942.314
Skewness -0.001618
Kurtosis -0.04508
Coefficient of Variation 0.05627
  • measurement_3 is not normally distributed (p-value 0.004930968791657129)
  • measurement_3 has 165 outliers

measurement_4

numerical

Approximate Distinct Count 4692
Approximate Unique (%) 18.0%
Missing 538
Missing (%) 2.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 406.8 KB
Mean 11.732
Minimum 8.008
Maximum 16.484
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • measurement_4 is skewed right (γ1 = 0.007)

Quantile Statistics

Minimum 8.008
5-th Percentile 10.105
Q1 11.051
Median 11.733
Q3 12.41
95-th Percentile 13.372
Maximum 16.484
Range 8.476
IQR 1.359

Descriptive Statistics

Mean 11.732
Standard Deviation 0.9961
Variance 0.9922
Sum 305407.108
Skewness 0.006993
Kurtosis -0.04307
Coefficient of Variation 0.0849
  • measurement_4 has 167 outliers

measurement_5

numerical

Approximate Distinct Count 4671
Approximate Unique (%) 18.0%
Missing 676
Missing (%) 2.5%
Infinite 0
Infinite (%) 0.0%
Memory Size 404.6 KB
Mean 17.1278
Minimum 12.073
Maximum 21.425
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • measurement_5 is skewed right (γ1 = 0.0129)

Quantile Statistics

Minimum 12.073
5-th Percentile 15.502
Q1 16.443
Median 17.132
Q3 17.805
95-th Percentile 18.7683
Maximum 21.425
Range 9.352
IQR 1.362

Descriptive Statistics

Mean 17.1278
Standard Deviation 0.9964
Variance 0.9928
Sum 443507.347
Skewness 0.01287
Kurtosis -0.04784
Coefficient of Variation 0.05818
  • measurement_5 has 138 outliers

measurement_6

numerical

Approximate Distinct Count 4704
Approximate Unique (%) 18.2%
Missing 796
Missing (%) 3.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 402.7 KB
Mean 17.5108
Minimum 12.715
Maximum 21.543
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • measurement_6 is skewed left (γ1 = -0.0097)

Quantile Statistics

Minimum 12.715
5-th Percentile 15.8627
Q1 16.839
Median 17.516
Q3 18.178
95-th Percentile 19.153
Maximum 21.543
Range 8.828
IQR 1.339

Descriptive Statistics

Mean 17.5108
Standard Deviation 0.996
Variance 0.992
Sum 451322.297
Skewness -0.009671
Kurtosis 0.03268
Coefficient of Variation 0.05688
  • measurement_6 has 192 outliers

measurement_7

numerical

Approximate Distinct Count 4734
Approximate Unique (%) 18.5%
Missing 937
Missing (%) 3.5%
Infinite 0
Infinite (%) 0.0%
Memory Size 400.5 KB
Mean 11.7166
Minimum 7.968
Maximum 15.419
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • measurement_7 is skewed left (γ1 = -0.0185)

Quantile Statistics

Minimum 7.968
5-th Percentile 10.064
Q1 11.045
Median 11.712
Q3 12.391
95-th Percentile 13.362
Maximum 15.419
Range 7.451
IQR 1.346

Descriptive Statistics

Mean 11.7166
Standard Deviation 1.0008
Variance 1.0017
Sum 300332.226
Skewness -0.01849
Kurtosis 0.01077
Coefficient of Variation 0.08542
  • measurement_7 is not normally distributed (p-value 0.003497537144658309)
  • measurement_7 has 198 outliers

measurement_8

numerical

Approximate Distinct Count 4713
Approximate Unique (%) 18.5%
Missing 1048
Missing (%) 3.9%
Infinite 0
Infinite (%) 0.0%
Memory Size 398.8 KB
Mean 19.0247
Minimum 15.217
Maximum 23.807
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • measurement_8 is skewed right (γ1 = 0.0153)

Quantile Statistics

Minimum 15.217
5-th Percentile 17.3671
Q1 18.3402
Median 19.021
Q3 19.708
95-th Percentile 20.696
Maximum 23.807
Range 8.59
IQR 1.3678

Descriptive Statistics

Mean 19.0247
Standard Deviation 1.0086
Variance 1.0173
Sum 485548.748
Skewness 0.01534
Kurtosis -0.04927
Coefficient of Variation 0.05301
  • measurement_8 has 153 outliers

measurement_9

numerical

Approximate Distinct Count 4708
Approximate Unique (%) 18.6%
Missing 1227
Missing (%) 4.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 396.0 KB
Mean 11.4307
Minimum 7.537
Maximum 15.412
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • measurement_9 is skewed left (γ1 = -0.0031)

Quantile Statistics

Minimum 7.537
5-th Percentile 9.782
Q1 10.757
Median 11.43
Q3 12.102
95-th Percentile 13.067
Maximum 15.412
Range 7.875
IQR 1.345

Descriptive Statistics

Mean 11.4307
Standard Deviation 0.9991
Variance 0.9983
Sum 289688.852
Skewness -0.003072
Kurtosis 0.02016
Coefficient of Variation 0.08741
  • measurement_9 is not normally distributed (p-value 0.008810757139832863)
  • measurement_9 has 193 outliers

measurement_10

numerical

Approximate Distinct Count 6177
Approximate Unique (%) 24.4%
Missing 1300
Missing (%) 4.9%
Infinite 0
Infinite (%) 0.0%
Memory Size 394.8 KB
Mean 16.1177
Minimum 9.323
Maximum 22.479
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • measurement_10 is skewed left (γ1 = -0.0309)

Quantile Statistics

Minimum 9.323
5-th Percentile 13.827
Q1 15.209
Median 16.127
Q3 17.025
95-th Percentile 18.4077
Maximum 22.479
Range 13.156
IQR 1.816

Descriptive Statistics

Mean 16.1177
Standard Deviation 1.406
Variance 1.9768
Sum 407294.546
Skewness -0.03094
Kurtosis 0.4801
Coefficient of Variation 0.08723
  • measurement_10 is not normally distributed (p-value 0.008301023086812086)
  • measurement_10 has 384 outliers

measurement_11

numerical

Approximate Distinct Count 6526
Approximate Unique (%) 26.0%
Missing 1468
Missing (%) 5.5%
Infinite 0
Infinite (%) 0.0%
Memory Size 392.2 KB
Mean 19.1721
Minimum 12.461
Maximum 25.64
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • measurement_11 is skewed left (γ1 = -0.1059)

Quantile Statistics

Minimum 12.461
5-th Percentile 16.6231
Q1 18.17
Median 19.2115
Q3 20.207
95-th Percentile 21.5959
Maximum 25.64
Range 13.179
IQR 2.037

Descriptive Statistics

Mean 19.1721
Standard Deviation 1.5208
Variance 2.3128
Sum 481257.689
Skewness -0.1059
Kurtosis 0.1735
Coefficient of Variation 0.07932
  • measurement_11 has 240 outliers

measurement_12

numerical

Approximate Distinct Count 6392
Approximate Unique (%) 25.6%
Missing 1601
Missing (%) 6.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 390.1 KB
Mean 11.7025
Minimum 5.167
Maximum 17.663
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • measurement_12 is skewed left (γ1 = -0.0534)

Quantile Statistics

Minimum 5.167
5-th Percentile 9.2534
Q1 10.703
Median 11.717
Q3 12.709
95-th Percentile 14.126
Maximum 17.663
Range 12.496
IQR 2.006

Descriptive Statistics

Mean 11.7025
Standard Deviation 1.4888
Variance 2.2166
Sum 292198.835
Skewness -0.05335
Kurtosis 0.06327
Coefficient of Variation 0.1272
  • measurement_12 has 183 outliers

measurement_13

numerical

Approximate Distinct Count 5271
Approximate Unique (%) 21.3%
Missing 1774
Missing (%) 6.7%
Infinite 0
Infinite (%) 0.0%
Memory Size 387.4 KB
Mean 15.6529
Minimum 10.89
Maximum 22.713
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • measurement_13 is skewed right (γ1 = 0.2372)

Quantile Statistics

Minimum 10.89
5-th Percentile 13.8257
Q1 14.89
Median 15.6285
Q3 16.374
95-th Percentile 17.566
Maximum 22.713
Range 11.823
IQR 1.484

Descriptive Statistics

Mean 15.6529
Standard Deviation 1.1552
Variance 1.3346
Sum 388129.397
Skewness 0.2372
Kurtosis 0.7037
Coefficient of Variation 0.0738
  • measurement_13 is not normally distributed (p-value 0.002917487665644261)
  • measurement_13 has 376 outliers

measurement_14

numerical

Approximate Distinct Count 6389
Approximate Unique (%) 25.9%
Missing 1874
Missing (%) 7.1%
Infinite 0
Infinite (%) 0.0%
Memory Size 385.9 KB
Mean 16.0484
Minimum 9.14
Maximum 22.303
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • measurement_14 is skewed left (γ1 = -0.0576)

Quantile Statistics

Minimum 9.14
5-th Percentile 13.6048
Q1 15.057
Median 16.04
Q3 17.082
95-th Percentile 18.456
Maximum 22.303
Range 13.163
IQR 2.025

Descriptive Statistics

Mean 16.0484
Standard Deviation 1.4919
Variance 2.2258
Sum 396332.376
Skewness -0.0576
Kurtosis 0.1006
Coefficient of Variation 0.09296
  • measurement_14 has 191 outliers

measurement_15

numerical

Approximate Distinct Count 6577
Approximate Unique (%) 26.8%
Missing 2009
Missing (%) 7.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 383.8 KB
Mean 14.9956
Minimum 9.104
Maximum 21.626
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • measurement_15 is skewed right (γ1 = 0.0892)

Quantile Statistics

Minimum 9.104
5-th Percentile 12.501
Q1 13.957
Median 14.969
Q3 16.018
95-th Percentile 17.607
Maximum 21.626
Range 12.522
IQR 2.061

Descriptive Statistics

Mean 14.9956
Standard Deviation 1.5492
Variance 2.4001
Sum 368305.809
Skewness 0.08916
Kurtosis 0.1072
Coefficient of Variation 0.1033
  • measurement_15 has 216 outliers

measurement_16

numerical

Approximate Distinct Count 7035
Approximate Unique (%) 28.8%
Missing 2110
Missing (%) 7.9%
Infinite 0
Infinite (%) 0.0%
Memory Size 382.2 KB
Mean 16.4607
Minimum 9.701
Maximum 24.094
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • measurement_16 is skewed right (γ1 = 0.0711)

Quantile Statistics

Minimum 9.701
5-th Percentile 13.7449
Q1 15.268
Median 16.436
Q3 17.628
95-th Percentile 19.28
Maximum 24.094
Range 14.393
IQR 2.36

Descriptive Statistics

Mean 16.4607
Standard Deviation 1.7089
Variance 2.9205
Sum 402629.381
Skewness 0.07111
Kurtosis -0.00812
Coefficient of Variation 0.1038
  • measurement_16 is not normally distributed (p-value 0.005409516935587807)
  • measurement_16 has 157 outliers

measurement_17

numerical

Approximate Distinct Count 23612
Approximate Unique (%) 97.2%
Missing 2284
Missing (%) 8.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 379.5 KB
Mean 701.2691
Minimum 196.787
Maximum 1312.794
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • measurement_17 is skewed right (γ1 = 0.0002)

Quantile Statistics

Minimum 196.787
5-th Percentile 500.4373
Q1 618.9615
Median 701.0245
Q3 784.0902
95-th Percentile 904.5918
Maximum 1312.794
Range 1116.007
IQR 165.1287

Descriptive Statistics

Mean 701.2691
Standard Deviation 123.3042
Variance 15203.9161
Sum 1.7031e+07
Skewness 0.00020664
Kurtosis 0.109
Coefficient of Variation 0.1758
  • measurement_17 has 198 outliers

failure

categorical

Approximate Distinct Count 2
Approximate Unique (%) 0.0%
Missing 0
Missing (%) 0.0%
Memory Size 1.7 MB
  • The largest value (0) is over 3.7 times larger than the second largest value (1)

Length

Mean 1
Standard Deviation 0
Median 1
Minimum 1
Maximum 1

Sample

1st row 0
2nd row 0
3rd row 0
4th row 0
5th row 0

Letter

Count 0
Lowercase Letter 0
Space Separator 0
Uppercase Letter 0
Dash Punctuation 0
Decimal Number 26570
  • The top 2 categories (0, 1) take over 50.0%
  • The largest value (0) is over 3.7 times larger than the second largest value (1)
  • failure has words of constant length

Interactions

Correlations

Missing Values